Work quality outcome review

Check whether the time saved made work better.

A faster workflow is not automatically a better one. Review its effect on repetitive load, customer or complex work, autonomy, working time, and the team’s collective experience before you extend it.

Review the workflow, never individual employeesUse an aggregate team conversation. Do not collect activity traces, productivity scores, private messages, or individual wellbeing data.

What changed

Compare the work, not the people

AI-assisted workflow Approximate monthly capacity gained Repetitive effort Customer, complex, or delayed work Control over how work is done Working time and catch-up Aggregate team signal How was this team signal gathered?

Outcome decision

Work quality review

Capacity gainedEstimated, not a quota

Repetitive loadRoutine effort and cleanup

AutonomyControl and judgment

Working timeInterruptions and catch-up

Evidence basisCollective, not individual

Record pilot decision

What to record

Check whether the time saved made work better.

Compare the work, not the people

Work quality review

Keep the benefit visible